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MCP servers tagged agent-memory
131 live MCP servers tagged "agent-memory", ranked by trust score. Tags come from package metadata and repository topics, so this list covers servers across every category that work with agent-memory.
Memu
Memory for 24/7 proactive agents like openclaw (moltbot, clawdbot).
Evermemos
Long-term memory OS for your agents across LLMs and platforms.
Memorix
Cross-Agent Memory Bridge Persistent memory for AI coding agents across Cursor, Windsurf, Claude Code, Codex, Copilot, Kiro via MCP. Never re-explain your project again.
Eion
Shared Memory Storage for Multi-Agent Systems
Cursor10x MCP
The Cursor10x MCP is a persistent multi-dimensional memory system for Cursor that enhances AI assistants with conversation context, project history, and code relationships across…
TeamSafeAI/LIFE
LIFE — Persistent identity architecture for AI agents. 16 MCP servers: drives, heart, memory, patterns, journal, genesis, garden, vision, voice, and more. Zero dependencies. Built…
EverOS
A memory OS that makes your OpenClaw agents more personal while saving tokens.
Awesome Harness Engineering
Awesome list for AI agent harness engineering: tools, patterns, evals, memory, MCP, permissions, observability, and orchestration.
Dolt
Dolt – Git for Data
Semantica
Semantica 🧠 — A framework for building semantic layers, context graphs, and decision intelligence systems with explainability and provenance.
AI Agent Book
《深入理解 AI Agent：设计原理与工程实践》（李博杰 著）开源主仓库：全书正文、编译版 PDF 与按章配套代码
Nowledge Mem
Memory and context manager just works.
g1itchbot8888-del/agent-memory
A graph-native memory system for AI agents and context graphs. Store conversations, build knowledge graphs, and let your agents learn from their own reasoning — all backed by Neo4…
Prism MCP Server
Prism-Coder v12.5: The world's first O(1) Cognitive Memory Architecture for AI Agents. 100% Tool-Call Accuracy (BFCL Gold Certified), 54 Agent Skills, Zero-Search Retrieval (HDC/H…
Discord MCP Agent
A Model Context Protocol (MCP) server for Discord-based AI agent-user communication. Enables AI agents to communicate with users through Discord instead of IDE chat interfaces.
Ori Mnemos
Local-first persistent agentic memory powered by Recursive Memory Harness (RMH). Open source must win.
MemoMind
Give your AI agent a brain that remembers. Local memory system for Claude Code — 100% private, GPU-accelerated, zero cloud dependency.
Superlocalmemory
World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCo…
Yantrikdb Server
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTT…
AgentRecall MCP
AI Session Memory with Think-Execute-Reflect Quality Loops — give your agent a brain that survives every session. Built on the Intelligent Distance principle.
Guild
Shared context, memory, and task coordination across AI coding agents. Single Go binary, local SQLite, hybrid keyword and semantic search.
Mnemory
A self-hosted, secure, feature-rich memory system for AI agents and assistants. Provides intelligent fact extraction and deduplication, with an artifact store for detailed content.
Agentkeeper
Crash-resistant cognitive continuity for AI agents — checkpoint/restore, cross-model state reconstruction, semantic recall, and compression. Your agent survives crashes, restarts,…
Mnemon
LLM-supervised persistent memory for AI agents — graph-based recall, cross-session knowledge, single binary. Works with Claude Code, OpenClaw, and any CLI agent.
Agent Systems Handbook
A practical AI agents handbook covering agent systems, agentic workflows, LangGraph, MCP/A2A, context engineering, agent memory, evaluation, observability, and multi-agent archite…
Atomicmemory
Portable semantic memory for AI agents: core engine, TypeScript SDK, framework adapters, MCP server, CLI, and host plugins.
Marm Memory
Self-hosted, local-first MCP memory server for AI agents. Fast recall at 10k memories, hybrid semantic + exact-syntax search (RAG), code & concept knowledge graphs (158 languages)…
AgentRecall X
Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.
Paxm
Persistent, provider-neutral memory for Codex, Claude Code, OpenCode, Pi, and MCP coding agents.
AI Memory Vault
Give your AI a real, persistent memory. The open-source system plus templates that turn an Obsidian vault into your AI's working memory. No vector database, just markdown.
Engraphis
Local-first, inspectable memory for coding agents: durable context across sessions and repositories, code-aware recall, bi-temporal history, MCP, and a self-hosted WebUI.
Uteke
🧠 The Brain for Your AI — Local-first memory engine for AI agents. Store, recall, and search memories with semantic embeddings. Single Rust binary, zero config, fully offline.
Caura
Caura (formerly MemClaw) — governed shared memory for AI agent fleets. Multi-agent, multi-tenant, MCP-native. Trust tiers, keystone policies, audit trails, knowledge graph, self-i…
Www Project Agent Memory Guard
OWASP Foundation web repository
Hypha
Harness-oriented agent system framework for production-grade LLM agent applications
Origin
Local-first memory layer for AI agents - MCP server
LycheeMem
Compact, efficient, and extensible long-term memory for LLM agents.
Ogham MCP
Shared memory MCP server — persistent, searchable, cross-client
Mnemo Cortex
Open-source memory coprocessor for AI agents. Persistent recall, semantic search, crash-safe capture. No hooks required.
Remindb
An agentic memory database that cuts session tokens by 75–99%. One portable SQLite file — your agent's memory, anywhere.
Engramory
A portable memory protocol for AI agents — load it as standing rules; a curation discipline + reference spec + optional cap hook.
Anda Brain
🧠 A native graph-based memory system for autonomous AI agents, featuring bio-inspired sleep-based memory consolidation and powered by KIP & AndaDB.
Memexa
A traceable personal memory layer that carries verified state across apps, models, and AI agents.
Lemoncrow
Faster runtime for coding agents. Make coding agents 25% faster and 30% cheaper on average while keeping the quality same or more. Same Task, Same Quality, Faster and Cheaper.
Agentdb
Self-learning vector memory for AI agents — single-file .rvf cognitive container with HNSW search, episodic Reflexion memory, causal graph + Cypher, 9 RL algorithms, Thompson Samp…
ContextGraph
Shared memory bus for MCP-compatible agents with permissions, subscriptions, and optional payments.
Widemem AI
Next-gen AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization
ALMA Memory
Persistent memory for AI agents - Learn, remember, improve. Alternative to Mem0 with scoped learning, anti-patterns, multi-agent sharing, and MCP integration.
Skalex
AI-first, zero-dependency JavaScript database. Vector search, agent memory, MCP server, and encryption built in. Node.js, Bun, Deno, browsers, and edge runtimes.
Dreamgraph
An autonomous cognitive layer for software systems. It discovers, verifies, and resolves system-level insights through structured "dream cycles" via MCP.